The purpose of this study was to provide a snapshot of successful K-12 online learning in one of the frontrunner states in the field--Michigan. The authors explored the state's legislative and policy infrastructure; the beliefs, perceptions, and values of various stakeholders; and statewide enrollment patterns and effectiveness for the 2015-16 academic year. With that understanding, the study presented a secondary analysis of student information, activity, and performance data in a learning management system (LMS) in an attempt to explore success factors at the micro-level. The study results revealed the following: (a) the engagement pattern representing students' consistent and persistent attempts to complete course tasks week-by-week was the most powerful success factor; (b) a more nuanced notion of students' time spent in the LMS; and (c) a student population who presents unique needs to be successful in the online learning. The paper concludes with discussion about all findings in terms of a way of creating a feedback loop for upper-level systems.